{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demo - Sensitivity check with Iris Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn import datasets\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "\n",
    "import torchbnn as bnn\n",
    "from torchhk.vis import plot_individual_weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Load Iris Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = datasets.load_iris()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = iris.data\n",
    "Y = iris.target "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([150, 4]), torch.Size([150]))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, y = torch.from_numpy(X).float(), torch.from_numpy(Y).long()\n",
    "x.shape, y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Define Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ce_loss = nn.CrossEntropyLoss()\n",
    "kl_loss = bnn.BKLLoss(reduction='mean', last_layer_only=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Train Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1. Sensitivity to KL loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = nn.Sequential(\n",
    "    bnn.BayesLinear(prior_mu=0, prior_sigma=0.05, in_features=4, out_features=100),\n",
    "    nn.ReLU(),\n",
    "    bnn.BayesLinear(prior_mu=0, prior_sigma=0.05, in_features=100, out_features=3),\n",
    ")\n",
    "\n",
    "\n",
    "optimizer = optim.Adam(model.parameters(), lr=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "kl_weight = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- Accuracy: 96.666667 %\n",
      "- CE : 0.22, KL : 2.36\n"
     ]
    }
   ],
   "source": [
    "for step in range(3000):\n",
    "    pre = model(x)\n",
    "    ce = ce_loss(pre, y)\n",
    "    kl = kl_loss(model)\n",
    "    cost = ce + kl_weight*kl\n",
    "    \n",
    "    optimizer.zero_grad()\n",
    "    cost.backward()\n",
    "    optimizer.step()\n",
    "    \n",
    "_, predicted = torch.max(pre.data, 1)\n",
    "total = y.size(0)\n",
    "correct = (predicted == y).sum()\n",
    "print('- Accuracy: %f %%' % (100 * float(correct) / total))\n",
    "print('- CE : %2.2f, KL : %2.2f' % (ce.item(), kl.item()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\slcf\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning:\n",
      "\n",
      "Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_individual_weight(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2. Custom KL loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = nn.Sequential(\n",
    "    bnn.BayesLinear(prior_mu=0, prior_sigma=0.05, in_features=4, out_features=100),\n",
    "    nn.ReLU(),\n",
    "    bnn.BayesLinear(prior_mu=0, prior_sigma=0.05, in_features=100, out_features=3),\n",
    ")\n",
    "\n",
    "\n",
    "optimizer = optim.Adam(model.parameters(), lr=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def custom_kl_loss(mu_0, log_sigma_0, mu_1, log_sigma_1) :\n",
    "    kl = (log_sigma_0**2 + (mu_0-mu_1)**2)/(2*log_sigma_1**2)\n",
    "    return kl.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- Accuracy: 90.000000 %\n",
      "- CE : 0.26, KL : 0.14\n"
     ]
    }
   ],
   "source": [
    "for step in range(3000):\n",
    "    pre = model(x)\n",
    "    ce = ce_loss(pre, y)\n",
    "    \n",
    "    # custom kl loss\n",
    "    ckl = 0\n",
    "    n = 0\n",
    "    \n",
    "    for m in model.modules() :\n",
    "        if isinstance(m, (bnn.BayesLinear, bnn.BayesConv2d)):\n",
    "            kl = custom_kl_loss(m.weight_mu, m.weight_log_sigma,\n",
    "                                m.prior_mu, m.prior_log_sigma)\n",
    "            ckl += kl\n",
    "            n += len(m.weight_mu.view(-1))\n",
    "\n",
    "            if m.bias :\n",
    "                kl = custom_kl_loss(m.bias_mu, m.bias_log_sigma,\n",
    "                                    m.prior_mu, m.prior_log_sigma)\n",
    "                ckl += kl\n",
    "                n += len(m.bias_mu.view(-1))\n",
    "\n",
    "        if isinstance(m, bnn.BayesBatchNorm2d):\n",
    "            if m.affine :\n",
    "                kl = custom_kl_loss(m.weight_mu, m.weight_log_sigma,\n",
    "                                    m.prior_mu, m.prior_log_sigma)\n",
    "                ckl += kl\n",
    "                n += len(m.weight_mu.view(-1))\n",
    "\n",
    "                kl = custom_kl_loss(m.bias_mu, m.bias_log_sigma,\n",
    "                                    m.prior_mu, m.prior_log_sigma)\n",
    "                ckl += kl                \n",
    "                n += len(m.bias_mu.view(-1))\n",
    "    \n",
    "    cost = ce + kl_weight*ckl\n",
    "    \n",
    "    optimizer.zero_grad()\n",
    "    cost.backward()\n",
    "    optimizer.step()\n",
    "    \n",
    "_, predicted = torch.max(pre.data, 1)\n",
    "total = y.size(0)\n",
    "correct = (predicted == y).sum()\n",
    "print('- Accuracy: %f %%' % (100 * float(correct) / total))\n",
    "print('- CE : %2.2f, KL : %2.2f' % (ce.item(), kl.item()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\slcf\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning:\n",
      "\n",
      "Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_individual_weight(model)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
